{"id":10335,"date":"2026-07-18T04:55:11","date_gmt":"2026-07-17T20:55:11","guid":{"rendered":"https:\/\/infernews.com\/blog\/cnn-rnn-transformer\/"},"modified":"2026-07-18T05:47:32","modified_gmt":"2026-07-17T21:47:32","slug":"cnn-rnn-transformer","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/cnn-rnn-transformer\/","title":{"rendered":"[\u5165\u9580\u6559\u5b78\u6587\u7ae0]\u4e00\u6587\u641e\u61c2 CNN\u3001RNN \u8207 Transformer"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/edd06632-76da-42f9-b741-e249d22c5f29.jpg\" alt=\"Og image\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b78\u6df1\u5ea6\u5b78\u7fd2\u6700\u5bb9\u6613\u5361\u4f4f\u7684\u4f4d\u7f6e\uff0c\u5f80\u5f80\u4e0d\u662f\u6a21\u578b\u592a\u96e3\uff0c\u800c\u662f\u807d\u904e neural network\u3001Deep Learning\u3001CNN\u3001RNN\u3001Transformer\uff0c\u8166\u5165\u9762\u4ecd\u7136\u5206\u5514\u6e05\u908a\u500b\u8655\u7406\u5f71\u50cf\u3001\u908a\u500b\u64c5\u9577\u5e8f\u5217\u3001\u908a\u500b\u9069\u5408\u9577\u8ddd\u96e2\u5167\u5bb9\u95dc\u4fc2\u3002\u9019\u7bc7\u6587\u7ae0\u5c6c\u65bc\u5165\u9580\u6559\u5b78\uff0c\u91cd\u9ede\u662f\u7528 mental model \u5e6b\u8b80\u8005\u5efa\u7acb\u76f4\u89ba\uff0c\u800c\u4e0d\u662f\u4e00\u958b\u59cb\u5c31\u6389\u51fa\u4e00\u5806\u6578\u5b78\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5167\u5bb9\u5148\u628a AI\uff08Artificial Intelligence\uff09\u3001ML\uff08Machine Learning\uff09\u540c Deep Learning \u7684\u5c64\u6b21\u95dc\u4fc2\u8b1b\u6e05\u695a\uff0c\u518d\u89e3\u91cb neural networks \u9ede\u6a23\u900f\u904e\u591a\u5c64\u8868\u793a\u5b78\u7fd2\u8cc7\u6599\u7279\u5fb5\u3002\u6587\u4e2d\u4ea6\u63d0\u9192\u4e00\u500b\u5e38\u898b\u8aa4\u89e3\uff1aDeep Learning 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\u5247\u66f4\u91cd\u8996\u6574\u6bb5\u5167\u5bb9\u4e4b\u9593\u7684\u95dc\u806f\uff0c\u6210\u70ba\u8fd1\u5e74\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u8207\u591a\u6a21\u614b\u6a21\u578b\u7684\u91cd\u8981\u57fa\u790e\u3002\u5c0d\u521d\u5b78\u8005\u4f86\u8aaa\uff0c\u9019\u7a2e\u6bd4\u8f03\u65b9\u5f0f\u6bd4\u55ae\u7368\u80cc\u5b9a\u7fa9\u66f4\u5bb9\u6613\u5165\u624b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7528\u76f4\u89c0\u65b9\u5f0f\u6574\u7406 Deep Learning \u8207 neural networks \u7684\u57fa\u672c\u6982\u5ff5<\/li>\n<li>\u628a CNN\u3001RNN\u3001Transformer \u653e\u5728\u540c\u4e00\u689d\u7dda\u4e0a\u6bd4\u8f03\u7528\u9014\u8207\u53d6\u5411<\/li>\n<li>\u5f37\u8abf\u6a21\u578b\u5f37\u9805\u4f86\u81ea\u8cc7\u6599\u8655\u7406\u65b9\u5f0f\uff0c\u800c\u4e0d\u53ea\u662f\u540d\u7a31\u4e0d\u540c<\/li>\n<li>\u6587\u7ae0\u4ea6\u63d0\u5230 Keras\uff0c\u65b9\u4fbf\u4e4b\u5f8c\u9032\u4e00\u6b65\u52d5\u624b\u5efa\u7acb\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f15\u7528\u6a21\u578b\uff1aCNN\u3001RNN\u3001Transformer\u3002\u6574\u9ad4\u4f86\u8aaa\uff0c\u9019\u9805\u5167\u5bb9\u9069\u5408\u525b\u63a5\u89f8\u6df1\u5ea6\u5b78\u7fd2\u3001\u60f3\u5148\u5efa\u7acb\u6574\u9ad4\u5730\u5716\u7684\u4eba\u95b1\u8b80\uff1b\u6709\u5c11\u91cf Python \u57fa\u790e\u6703\u66f4\u6613\u929c\u63a5\u5230 Keras\uff0c\u4f46\u5c31\u7b97\u672a\u5beb\u904e\u6a21\u578b\uff0c\u4e5f\u80fd\u5148\u7528\u5b83\u91d0\u6e05\u89c0\u5ff5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.freecodecamp.org\/news\/cnns-rnns-and-transformers-explained-a-mental-model-for-key-deep-learning-concepts\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u898b\u5230\u6df1\u5ea6\u5b78\u7fd2\u540d\u8a5e\u4e00\u5927\u5806\u6642\uff0c\u6700\u5361\u7684\u901a\u5e38\u4e0d\u662f\u516c\u5f0f\uff0c\u800c\u662f\u5206\u4e0d\u6e05\u5b83\u5011\u5404\u81ea\u64c5\u9577\u4ec0\u9ebc\u3002\u9019\u9805\u5167\u5bb9\u7528\u76f4\u89c0\u6bd4\u55bb\u6574\u7406 CNN\u3001RNN \u540c Transformer 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